# Toolathlon → Gert Labs

Calibration · https://benchgap.net/calibration/1519 · data retrieved 2026-10-29

Gert Labs is estimated from Toolathlon with a Hill curve fitted on 13 models measured on both: y = 0.4542 + (1.2000 − 0.4542)·x^6.00 / (0.65907^6.00 + x^6.00), R² = 0.67, cross-validated error 7.2 pp. It is used for 3 estimates.

| Estimated model | Toolathlon | Gert Labs | Source |
|---|---|---|---|
| [GLM-5.2](https://benchgap.net/model/glm-5-2.md) | 48.2% | 55.3% | estimated ± 7.2 pp, medium confidence |
| [GPT-5.4 mini](https://benchgap.net/model/gpt-5-4-mini.md) | 42.9% | 50.7% | estimated ± 7.2 pp, medium confidence |
| [GPT-5.4 nano](https://benchgap.net/model/gpt-5-4-nano.md) | 35.5% | 47.2% | estimated ± 7.2 pp, medium confidence |

## Fitted on

| Model | Toolathlon | Gert Labs |
|---|---|---|
| [Claude Opus 4.5](https://benchgap.net/model/claude-opus-4-5.md) | 43.5% | 64.2% |
| [Claude Opus 4.8](https://benchgap.net/model/claude-opus-4-8.md) | 59.9% | 73.0% |
| [Gemini 3.5 Flash](https://benchgap.net/model/gemini-3-5-flash.md) | 56.5% | 61.9% |
| [GLM-5](https://benchgap.net/model/glm-5.md) | 38.0% | 51.0% |
| [GPT-5.4](https://benchgap.net/model/gpt-5-4.md) | 54.6% | 64.9% |
| [GPT-5.5](https://benchgap.net/model/gpt-5-5.md) | 55.6% | 72.9% |
| [Kimi K2.6](https://benchgap.net/model/kimi-2-6.md) | 50.0% | 56.8% |
| [Kimi K2.5](https://benchgap.net/model/kimi-k2-5.md) | 27.8% | 45.9% |
| [MiniMax M2.7](https://benchgap.net/model/minimax-m2-7.md) | 46.3% | 40.4% |
| [Qwen3.5 397B](https://benchgap.net/model/qwen3-5-397b.md) | 36.3% | 46.8% |
| [Qwen3.6-35B-A3B](https://benchgap.net/model/qwen3-6-35b-a3b.md) | 26.9% | 42.7% |
| [Qwen3.6 Plus](https://benchgap.net/model/qwen3-6-plus.md) | 39.8% | 50.6% |
| [Step 3.7 Flash](https://benchgap.net/model/step-3-7-flash.md) | 49.5% | 51.6% |